Bayesian binomial regression: Probability of success in pro football
by de Hombre, Albert, M.A., UNIVERSITY OF MARYLAND, COLLEGE PARK, 2007, 40 pages; 1440379

Abstract:

Bayesian regression provides a flexible alternative to standard GLM, as it allows for more user control of the data. The Bayesian may use his or her prior knowledge to influence the outcome of an experiment. While GLM is a robust tool that applies to virtually any type of data, there is little room for manipulation on the part of the user, who may have some additional "expert" knowledge beyond the raw data. The assumptions of both practices are outlined and applied to Binomial data acquired from the 2005 NFL season to highlight the advantages and disadvantages of each approach. Under ideal conditions the Bayesian analysis provides more accurate estimators and features relatively simple computations.
 
AdviserBenjamin Kedem
SchoolUNIVERSITY OF MARYLAND, COLLEGE PARK
SourceMAI/ 45-03, p. , Mar 2007
Source TypeThesis
SubjectsStatistics
Publication Number1440379
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